Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

2 April 2021

Natalia Díaz Rodríguez

Papers citing "Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey"

14 / 14 papers shown

Title
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 42 0 0 23 Apr 2025
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 43 0 0 17 Jan 2025
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 64 28 0 30 Aug 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 29 2 0 24 May 2024
Probing the Robustness of Time-series Forecasting Models with CounterfacTS Haakon Hanisch Kjaernli Lluis Mas-Ribas Aida Ashrafi Gleb Sizov Helge Langseth Odd Erik Gundersen AI4TS 21 0 0 06 Mar 2024
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies Audrey Der Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 43 2 0 16 Jan 2024
A Time Series Approach to Explainability for Neural Nets with Applications to Risk-Management and Fraud Detection M. Wildi Branka Hadji Misheva AI4TS 17 1 0 06 Dec 2022
On the Robustness of Explanations of Deep Neural Network Models: A Survey Amlan Jyoti Karthik Balaji Ganesh Manoj Gayala Nandita Lakshmi Tunuguntla Sandesh Kamath V. Balasubramanian XAI FAtt AAML 32 4 0 09 Nov 2022
Painting the black box white: experimental findings from applying XAI to an ECG reading setting F. Cabitza M. Cameli Andrea Campagner Chiara Natali Luca Ronzio 16 9 0 27 Oct 2022
An Overview of Violence Detection Techniques: Current Challenges and Future Directions N. Mumtaz N. Ejaz Shabana Habib Syed Muhammad Mohsin Prayag Tiwari Shahab S. Band Neeraj Kumar 28 28 0 21 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 21 91 0 14 Sep 2022
Explainable Artificial Intelligence (XAI) for Internet of Things: A Survey İbrahim Kök Feyza Yıldırım Okay Özgecan Muyanlı S. Özdemir XAI 12 51 0 07 Jun 2022
Toward Explainable AI for Regression Models S. Letzgus Patrick Wagner Jonas Lederer Wojciech Samek Klaus-Robert Muller G. Montavon XAI 28 63 0 21 Dec 2021
Post-hoc explanation of black-box classifiers using confident itemsets M. Moradi Matthias Samwald 45 97 0 05 May 2020